What to do
What named sources recommend, and how they say to do it or measure it, newest first.
Oct 22, 2026
Writing for Prebid's LLM Taskforce on 2026-10-22, Erik Svilich and Alex Springer recommend putting usage reporting and audit rights into every AI content deal.
From Erik Svilich (Encypher) and Alex Springer (SPUR Coalition), Prebid LLM Taskforce, prebid.org
Keep in mind: Encypher, Svilich's company, sells C2PA provenance software. Springer maintains SPUR's Content Telemetry standard.
Oct 16, 2026
Prebid's LLM Taskforce recommends counting unique AI crawlers, including undeclared ones, in a week of CDN logs before pricing AI access.
From Constantine Mirin and Anton Nashkerskyi, Prebid LLM Taskforce, prebid.org
Keep in mind: Prebid calls that count a floor for demand, not a price.
What people think
Named views and readings, newest first. A view is not a fact.
Oct 20, 2026In View client
Forbes chief innovation officer Nina Gould said Forbes values the citation data from Google's News AI pilot, not only the payment, Digiday reported on 2026-10-20.
From Nina Gould, chief innovation officer, Forbes, Digiday
Keep in mind: She spoke at Digiday Media Strategies London in the week before 2026-10-20 and declined to give terms. She said the data lets Forbes learn without paying for its own AI tests. Google Ad Manager, a Google product, is an In View client.
Oct 16, 2026
Prebid's LLM Taskforce wrote on 2026-10-16 that pay per access suits breaking news and live coverage. It said pay per use suits evergreen and archive content.
From Constantine Mirin and Anton Nashkerskyi, Prebid LLM Taskforce, prebid.org
Keep in mind: Prebid frames this as a way to sort offers, not as a tested result. The piece names vendors in each model but reports no prices or payouts.